男，工学博士，副教授，硕士生导师。

    软件工程系主任，华侨大学网络信息安全创新团队核心成员之一，学院程序设计比赛训练队教练。    

    2003年9月至2007年6月就读于湖南大学数学与计量经济学院信息科学与技术专业，获得理学学士学位。

    2007年9月至2012年6月在中山大学信息科学与技术学院计算机软件与理论专业进行硕博连读，获得工学博士学位。

    目前主持国家自然科学基金项目1项，福建省自然科学基金项目3项，厦门市科技计划项目1项，华侨大学引进人才项目1项，并参与多项国家自然科学基金项目。

    在国内外知名期刊和学术会议上发表论文五十余篇，均被SCI和EI检索，并担任多个期刊和会议的审稿工作。

    目前，主要从事智能算法及其应用、智慧交通、数据挖掘等方面的研究工作。

    招生方向：软件工程，电子信息（专硕） 

    欢迎有志于从事于智能算法、车辆路径优化、数据挖掘等方面研究的同学报考！

    联系方式：yiqiao00 AT 163.com 机电信息大楼A区4楼414

指导研究生情况

• 2021级 林子帆 王依婷

• 2020级 宋春香 黄凯源 王晓俊

• 2019级 程美琴 邹烨

• 2018级 彭德明

• 2017级 吴端伟（赴复旦大学读博） 张凯凯

• 2016级 邵池（获得校级研究优秀学位论文）

• 2015级 孙果 (获得福建省研究生优秀学位论文)

• 2014级 赵朦

• 2013级 廖景亮（获得福建省研究生优秀学位论文，2015年度研究生国家奖学金一等奖）

指导本科生情况

  长期指导本科生的程序设计（ACM）竞赛，指导的学生已在ACM全国区域邀请赛、省程序设计大赛、“蓝桥杯”大赛、校程序设计大赛中多次获奖。

主持及参与项目

1. 福建省面上项目 2021-2023 主持

2. 福建省面上项目 2017-2020 主持

3. 厦门市科技计划项目 2019-2021 主持

4. 国家自然科学基金青年项目（61305085）2014-2016 主持

5. 福建省自然科学基金青年创新项目 2014-2016 主持

6. 华侨大学高层次引进人才项目 2013-2014 主持

7. 华侨大学科技创新团队和领军人才支持计划（培育型） 2014-2017 核心成员

8. 国家自然科学基金面上项目 （61572204） 2016-2019 参与

9. 国家自然科学基金联合项目 （U1536115) 2016-2019 参与

10. 国家自然科学基金面上项目 （61572206）2016-2019 参与

11. 国家自然科学基金青年项目 （61300138）2014-2016 参与

    
    

已发表论文列表（按时间排序）

• 1. Yiqiao Cai, Deming Peng, Peizhong Liu, Jing-Ming Guo, Evolutionary multi-task optimization with hybrid knowledge transfer strategy, Information Sciences, 580, 874-896, 2021.

• 2. Yiqiao Cai, Duanwei Wu, Shunkai Fu, Shengming Zeng, Self-regulated differential evolution for real parameter optimization, Applied Intelligence, 51, 5873–5897, 2021.

• 3. Y. Cai, D. Wu, S. Liu, S. Fu and P. Liu, Enhancing Differential Evolution on Continuous Optimization Problems by Detecting Promising Leaders, 2020, IEEE Access, vol. 8, pp. 226557-226578, 2020.

• 4. Yiqiao Cai, Duanwei Wu, Ying Zhou, Shunkai Fu, Hui Tian, Yongqian Du, Self-organizing neighborhood-based differential evolution for global optimization, Swarm and Evolutionary Computation, 2020, 56, 100699.

• 5. Kaikai Zhang,  Yiqiao Cai*, Shunkai Fu, Huizhen Zhang, Multiobjective memetic algorithm based on adaptive local search chains for vehicle routing problem with time windows, Evolutionary Intelligence, 2020, https://doi.org/10.1007/s12065-019-00224-7.

• 6. Chi Shao, Yiqiao Cai*, Shunkai Fu, Jing Li, Wei Luo, An enhanced utilization mechanism of population information for Differential evolution, Evolutionary Intelligence, 2020, https://doi.org/10.1007/s12065-018-0181-1

• 7. Yiqiao Cai*, Chi Shao, Ying Zhou, Shunkai Fu, Huizhen Zhang, Hui Tian, Differential Evolution With Adaptive Guiding Mechanism Based on Heuristic Rules, IEEE ACCESS, 2019, 7, 58023-58040.

• 8. Yiqiao Cai*, Chi Shao, Huizhen Zhang, Shunkai Fu, Hui Tian, Yonghong Chen, A Neighborhood- Assisted Framework for Differential Evolution, IEEE ACCESS, 2019, 7, 44338-44358.

• 9. Guo Sun, Yiqiao Cai*, Differential evolution with dynamic neighborhood learning strategy based mutation operators, International Journal of Computational Science and Engineering, 2019, 19(1), 140-151.

• 10. Guo Sun, Yiqiao Cai*, Tian Wang, Hui Tian, Cheng Wang, Yonghong Chen, Differential evolution with individual-dependent topology adaptation, Information Sciences, 2018, 450, 1-38.

• 11. Meng Zhao, Yiqiao Cai*, Intelligent selection of parents for mutation in differential evolution, International Journal of Computational Science and Engineering, 2018, 17(2), 133-145

• 12. Yiqiao Cai, Jingliang Liao, Tian Wang, Yonghong Chen, Hui Tian, Social learning differential evolution, Information Sciences, 2018, 433-434, pp. 464-509

• 13. Yiqiao Cai, Guo Sun, Tian Wang, Hui Tian, Yonghong Chen, Jiahai Wang, Neighborhood-adaptive differential evolution for global numerical optimization, Applied Soft Computing, 2017, 59, 659-706

• 14. Yiqiao Cai, Meng Zhao, Jingliang Liao, Tian Wang, Hui Tian, Yonghong Chen, Neighborhood guided differential evolution, Soft computing, 2017, 21 (16), 4769 –4812

• 15. Yiqiao Cai, Yonghong Chen, Tian Wang, Hui Tian, Improving differential evolution with a new selection method of parents for mutation, Frontiers of Computer Science, 2016, 10(2): 246-269

• 16. Yiqiao Cai, Jiahai Wang, Yonghong Chen, Tian Wang, Hui Tian, Wei Luo, Adaptive direction information in differential evolution for numerical optimization, Soft Computing, 2016, 29(2): 465-494

• 17. Jingliang Liao, Yiqiao Cai*, Tian Wang, Hui Tian, Yonghong Chen, Cellular direction information based differential evolution for numerical optimization: an empirical study, Soft Computing, 2016, 20(7), 2801-2827

• 18. Yiqiao Cai, Jiahai Wang, Differential evolution with hybrid linkage crossover, Information Sciences, 2015, 320(1): 244-287

• 19. Jingliang Liao, Yiqiao Cai*, Yonghong Chen, Tian Wang, Hui Tian Differential Evolution Enhanced with Composite Population Information Based Mutation Operators, Journal of Digital Information Management, 2015, 13(4): 210-223

• 20. Zewu Peng, Jingliang Liao, Yiqiao Cai*, Differential evolution with distributed direction information based mutation operators: an optimization technique for big data, Journal of Ambient Intelligence and Humanized Computing, 2015, 6(4): 481-494

• 21. Yiqiao Cai, Jixiang Du, Weibin Chen, Enhancing the search ability of differential evolution through competent leader, Int. J. High Performance Systems Architecture, 2014, 5(1), 50-62

• 22. Yiqiao Cai, Jiahai Wang, Differential Evolution with neighborhood and direction information for numerical optimization. IEEE Transactions on Cybernetics, 2013, 43 (6), 2202 -2215

• 23. Yiqiao Cai, Jiahai Wang, Jian Yin, Learning-enhanced differential evolution for numerical optimization, Soft Computing, 2012, 6 (2), 303-330, 2012

• 24. Yiqiao Cai, Jiahai Wang, Jian Yin, Memetic clonal selection algorithm with EDA vaccination for unconstrained binary quadratic programming problems, Expert Systems with Applications, 2011, 38 (6), 7817-7827, 2011

• 25. Yiqiao Cai*, Deming Peng, Shunkai Fu and Hui Tian, Multitasking differential evolution with difference vector sharing mechanism, 2019, IEEE SSCI

• 26. Deming Peng, Yiqiao Cai*, Shunkai Fu, Wei Luo, Experimental analysis of selective imitation for multifactorial differential evolution, 2019, BIC-TA2019

• 27. Guo Sun, Yiqiao Cai*, A Novel Neighborhood-Dependent Mutation Operator for Differential Evolution, 2017 IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC), 2017, pp. 837- 841

• 28. Chi Shao, Guo Sun, Meng Zhao, Yiqiao Cai*, Adaptive Differential Evolution with Landscape Modality Detection for Global Optimization, 2017 IEEE International Conference on Computational Science and Engineering (CSE) and IEEE International Conference on Embedded and Ubiquitous Computing (EUC), 2017, pp. 204-209

• 29. Liao Jingliang, Yiqiao Cai*, Yonghong Chen, Tian Wang and Hui Tian, Improving differential evolution with ring topology-based mutation operators, In the 9th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, November 8-10, 2014, Guangzhou, China, pp.103- 109

• 30. Yiqiao Cai, Jixiang Du, Enhanced differential evolution with adaptive direction information, In proceedings of the 2014 IEEE Congress on Evolutionary Computation (CEC 2014), 2014, 305-312

• 31. Yiqiao Cai, Weibin Chen, Adaptive differential evolution with competent leaders, In Fourth International Conference on EIDWT 2013, 2013, pp. 204-210

• 32. Yiqiao Cai, Jiahai Wang, et al., Multi-start Stochastic Competitive Hopfield Neural Network for p-Median Problem. Advance in Neural Network – ISNN 2009, Lecture Notes in Computer Science, Volume 5551/2009, 75-83, 2009.

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• 33. Ying Zhou, Lingjing Kong, Ziyan Wu, Shaopeng Liu, Yiqiao Cai, Ye Liu, Ensemble of multi-objective metaheuristic algorithms for multi-objective unconstrained binary quadratic programming problem, Applied Soft Computing, 2019, 81, 105485.

• 34. Ying Zhou, Lingjing Kong, Yiqiao Cai, Ziyan Wu, Shaopeng Liu, Jiaming Hong, and Keke Wu, A Decomposition-Based Local Search for Large-Scale Many-Objective Vehicle Routing Problems With Simultaneous Delivery and Pickup and Time Windows, IEEE Systems Journal, 2020, 14(4), 5253-5264

• 35. Yalan Zhou, Jiahai Wang, Yuren Zhou, Zhanyan Qiu, Zhisheng Bi, Yiqiao Cai, Differential evolution with guiding archive for global numerical optimization, Applied Soft Computing, 2016, 43, 424-440

• 36. Jiahai Wang, Yiqiao Cai, Multiobjective evolutionary algorithm for frequency assignment problem in satellite communications, Soft Computing, 2015, 19(5), 1229-1253

• 37. Ye-Wang Chen, Jiong-Liang Wang, Yi-Qiao Cai, Ji-Xiang Du, A method for Chinese text classification based on apparent semantics and latent aspects, Journal of Ambient Intelligence and Humanized Computing, 2015, 6(4): 473-480

• 38. Jin Gou, Wang-Ping Guo, Feng Hou, Cheng Wang, Yi-Qiao Cai, Adaptive differential evolution with directional strategy and cloud model, Applied Intelligence, 2015, 42 (2), 369-388

• 39. Jiahai Wang, Jianjun Liao, Ying Zhou, Yiqiao Cai, Differential evolution enhanced with multiobjective sorting-based mutation operators, IEEE Transactions on Cybernetics, 2014, 44(12), 2792-2805

• 40. Jiahai Wang, Ying Zhou, Yiqiao Cai, Jian Yin, Learnable tabu search guided by estimation of distribution for maximum diversity problems, 2012, Soft Computing, 16 (4), 711-728

• 41. Jiahai Wang, Yiqiao Cai, Jian Yin, Multi-start stochastic competitive Hopfield neural network for frequency assignment problem in satellite communications, Expert Systems with Applications, 2011, 38 (1), 131-145

• 42. Jiahai Wang, Yiqiao Cai, Discrete particle swarm optimization based on estimation of distribution for terminal assignment problems, Computers & Industrial Engineering, 2011, 60 (4), 566-575

• 43. Hui Tian, Yanpeng Wu, Chin-Chen Chang, Yongfeng Huang, Jin Liu, Tian Wang, Yonghong Chen, and Yiqiao Cai, Steganalysis of analysis-by-synthesis speech exploiting pulse-position distribution characteristics. Sec. and Commun. Netw. 9, 15 (October 2016), 2934-2944.

• 44. Hui Tian, Yanpeng Wu, Chin-Chen Chang, Yongfeng Huang, Yonghong Chen, Tian Wang, Yiqiao Cai, and Jin Liu. 2017. Steganalysis of adaptive multi-rate speech using statistical characteristics of pulse pairs. Signal Process. 134, C (May 2017), 9-22.

• 45. Hui Tian, Jie Qin, Yongfeng Huang, Yonghong Chen, Tian Wang, Jin Liu, and Yiqiao Cai, Optimal matrix embedding for Voice-over-IP steganography. Signal Process. 117, C (December 2015), 33-43.

• 46. Hui Tian, Jie Qin, Yongfeng Huang, Xu An Wang, Jin Liu, Yonghong Chen, Tian Wang, and Yiqiao Cai, A High-Capacity Covering Code for Voice-Over-IP Steganography. Int. J. Inf. Technol. Web Eng. 10, 3 (July 2015), 46-63.

• 47. Tian Wang, Yiqiao Cai, Weijia Jia, Sheng Wen, Guojun Wang, Hui Tian, Yonghong Chen, and Bineng Zhong, Maximizing real-time streaming services based on a multi-servers networking framework. Comput. Netw. 93, P1 (December 2015), 199-212.

• 48. Tian Wang, Zhen Peng, Cheng Wang, Yiqiao Cai, Yonghong Chen, Hui Tian, Junbin Liang, and Bineng Zhong, Extracting target detection knowledge based on spatiotemporal information in wireless sensor networks. Int. J. Distrib. Sen. Netw. 2016, Article 1 (January 2016), 1 pages

• 49. Tian Wang, Zhen Peng, Junbin Liang, Sheng Wen, Md Zakirul Alam Bhuiyan, Yiqiao Cai, and Jiannong Cao, Following Targets for Mobile Tracking in Wireless Sensor Networks. ACM Trans. Sen. Netw. 12, 4, Article 31 (September 2016), 24 pages

• 50. Tian Wang, Jiandian Zeng, Md Zakirul Alam Bhuiyan, Hui Tian, Yiqiao Cai, Yonghong Chen, Bineng Zhong et al., "Trajectory Privacy Preservation Based on a Fog Structure for Cloud Location Services," in IEEE Access, vol. 5, pp. 7692-7701, 2017.

• 51. Tian Wang, Zhen Peng, Sheng Wen, Yongxuan Lai, Weijia Jia, Yiqiao Cai, Hui Tian, Yonghong Chen, Reliable wireless connections for fast-moving rail users based on a chained fog structure, In Information Sciences, Volume 379, 2017, Pages 160-176

• 52. Tian Wang, Wenhua Wang, Jiannong Cao, Md Zakirul Alam Bhuiyan, Yongxuan Lai, Yiqiao Cai, Hui Tian, Yonghong Chen, Baowei Wang, Interoperable localization for mobile group users, In Computer Communications, Volume 105, 2017

• 53. Tian Wang, Yang Li, Yonghong Chen, Hui Tian, Yiqiao Cai, Weijia Jia, Baowei Wang, Fog-Based Evaluation Approach for Trustworthy Communication in Sensor-Cloud System, in IEEE Communications Letters, vol. PP, no. 99, pp. 1-1. oi: 10.1109/LCOMM.2017.2740279, 2018

• 54. Y. Chen, N. Zhang, H. Tian, T. Wang and Y. Cai, A Novel Connection Correlation Scheme Based on Threshold Secret Sharing, in IEEE Communications Letters, vol. 20, no. 12, pp. 2414-2417, Dec. 2016.

• 55. Tao Zou, Wenzheng Xu, Weifa Liang, Jian Peng, Yiqiao Cai, Tian Wang, Improving charging capacity for wireless sensor networks by deploying one mobile vehicle with multiple removable chargers, In Ad Hoc Networks, Volume 63, 2017, Pages 79-90